REFine rewires a graph toward a label-driven reference graph to increase edge homophily, and standard GNNs trained on the rewired graph match or beat specialized heterophilic GNNs on several benchmarks.
Fast and flexible protein design using deep graph neural networks
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It Takes a Graph to Know a Graph: Rewiring for Homophily with a Reference Graph
REFine rewires a graph toward a label-driven reference graph to increase edge homophily, and standard GNNs trained on the rewired graph match or beat specialized heterophilic GNNs on several benchmarks.